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ResearchFormerly WizWand

Science Question Answering on ScienceQA Image (test)

80.4AccuracyQwen
79.04879.39979.7580.101Aug 1, 2025
Updated 6mo ago

Evaluation results

MethodLinks
QwenBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=100%2025.0880.4100
HiPruneBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=22.2%2025.0880.297.1
HiPrune++Backbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=22.2%2025.0880.297.1
VisionZipBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=33.3%2025.0880.197.7
VisionZipBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=22.2%2025.088096.2
HiPrune++Backbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=33.3%2025.0879.998.7
FastVBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=22.2%2025.0879.695.9
VisionZipBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=11.1%2025.0879.591.5
HiPruneBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=33.3%2025.0879.498.7
HiPrune++Backbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=11.1%2025.0879.493
FastVBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=33.3%2025.0879.397.4
FastVBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=11.1%2025.0879.386.4
HiPruneBackbone=Qwen2.5-VL-3B-Instruct, Token Retain Ratio=11.1%2025.0879.193